关于测试图属性的三个定理

Oded Goldreich, L. Trevisan
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引用次数: 189

摘要

属性测试是对决策问题的一种放松,其中需要将YES-instance(即,具有预定属性的对象)与远离任何YES-instance的实例区分开来。给出了关于邻接矩阵表示中图的性质检验的三个定理。更具体地说,这些定理涉及到根据测试它们的复杂性来描述图属性的项目(在邻接矩阵表示中)。第一个定理是,在/spl Nscr//spl Pscr/中存在单调图性质,对其进行测试非常困难(即,需要检查矩阵中常量部分的条目)。第二个定理是,每一个可以被测试的图属性都可以通过一些独立于图大小的查询来测试,可以通过统一选择一组顶点并接受诱导子图具有一些固定的图属性(不一定与被测试的相同)来测试。第三个定理涉及图划分问题的框架,是可以使用单侧错误测试器进行测试的属性子类的表征,进行许多与图大小无关的查询。
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Three theorems regarding testing graph properties
Property testing is a relaxation of decision problems in which it is required to distinguish YES-instances (i.e., objects having a predetermined property) from instances that are far from any YES-instance. We present three theorems regarding testing graph properties in the adjacency matrix representation. More specifically, these theorems relate to the project of characterizing graph properties according to the complexity of testing them (in the adjacency matrix representation). The first theorem is that there exist monotone graph properties in /spl Nscr//spl Pscr/ for which testing is very hard (i.e., requires one to examine a constant fraction of the entries in the matrix). The second theorem is that every graph property that can be tested making a number of queries that is independent of the size of the graph, can be so tested by uniformly selecting a set of vertices and accepting iff the induced subgraph has some fixed graph property (which is not necessarily the same as the one being tested). The third theorem refers to the framework of graph partition problems, and is a characterization of the subclass of properties that can be tested using a one-sided error tester, making a number of queries that is independent of the size of the graph.
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